{"id":"W3088649029","doi":"10.1021/acs.iecr.0c02213","title":"Intensification of the Reverse Water Gas Shift Reaction by Water-Permeable Packed-Bed Membrane Reactors","year":2020,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada; Lakehead University","keywords":"Packed bed; Water-gas shift reaction; Membrane; Chemistry; Chromatography; Environmental science; Chemical engineering; Catalysis; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009629028,0.0002710618,0.0003695671,0.00006640546,0.00007850672,0.00003252503,0.0006172169,0.0004504914,0.000163433],"category_scores_gemma":[0.001615882,0.0001773537,0.0001746936,0.0005183266,0.0001011989,0.0002074845,0.0003085508,0.001785101,0.00004887334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003774061,"about_ca_system_score_gemma":0.00005473346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003616132,"about_ca_topic_score_gemma":5.644365e-7,"domain_scores_codex":[0.9972934,0.00004629879,0.0005597204,0.0004540622,0.0008691523,0.0007773557],"domain_scores_gemma":[0.998684,0.0001444659,0.00006459883,0.000633592,0.0002003321,0.0002729466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001055407,0.00002701824,0.00002175827,0.0002318836,0.00005962584,0.000004277121,0.0006654534,0.0006034444,0.9976006,0.000007037878,0.0004688404,0.0002045473],"study_design_scores_gemma":[0.0006287676,0.0000188688,0.000002020954,0.00012461,0.00002521002,0.00001016525,0.0001631009,0.003353993,0.9752028,0.000005394654,0.02024834,0.000216724],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968727,0.0000257221,0.00001122049,0.002044374,0.0002028764,0.0002961039,0.00002835176,0.0001672312,0.0003513975],"genre_scores_gemma":[0.9984406,0.00001159338,0.000006090727,0.00000900506,0.0006476606,0.0000359131,0.0002039038,0.00007789128,0.0005673591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02239776,"threshold_uncertainty_score":0.7755477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07073097392164426,"score_gpt":0.279912569952764,"score_spread":0.2091815960311198,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}